{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mxnet import nd\n",
    "from mxnet.gluon import nn\n",
    "from mxnet.gluon.data.vision import datasets, transforms\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "net = nn.Sequential()\n",
    "net.add(nn.Conv2D(channels=6, kernel_size=5, activation='relu'),\n",
    "        nn.MaxPool2D(pool_size=2, strides=2),\n",
    "        nn.Conv2D(channels=16, kernel_size=3, activation='relu'),\n",
    "        nn.MaxPool2D(pool_size=2, strides=2),\n",
    "        nn.Flatten(),\n",
    "        nn.Dense(120, activation=\"relu\"),\n",
    "        nn.Dense(84, activation=\"relu\"),\n",
    "        nn.Dense(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "net.load_parameters('net.params')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "trainsformer = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize(0.13, 0.31)\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnist_valid = datasets.FashionMNIST(train=False)\n",
    "X, y = mnist_valid[:10]\n",
    "preds = []\n",
    "for x in X:\n",
    "    x = trainsformer(x).expand_dims(axis=0)\n",
    "    pred = net(x).argmax(axis=1)\n",
    "    preds.append(pred.astype('int32').asscalar())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, figs = plt.subplots(1, 10, figsize=(15,15))\n",
    "text_labels = ['t-shirt', 'trouser', 'pullover', 'dress', 'coat', 'sandal', 'shirt', 'sneaker', 'bag', 'ankle boot']\n",
    "\n",
    "for f, x, yi, pyi in zip(figs, X, y, preds):\n",
    "    f.imshow(x.reshape(28, 28).asnumpy())\n",
    "    ax = f.axes\n",
    "    ax.set_title(text_labels[yi]+'\\n'+text_labels[pyi])\n",
    "    ax.title.set_fontsize(14)\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading /home/snnusym/.mxnet/models/resnet50_v2-ecdde353.zip09091e0a-dbd1-4430-8871-0e57134f5ad0 from https://apache-mxnet.s3-accelerate.dualstack.amazonaws.com/gluon/models/resnet50_v2-ecdde353.zip...\n"
     ]
    }
   ],
   "source": [
    "from mxnet.gluon.model_zoo import vision\n",
    "from mxnet.gluon.utils import download\n",
    "from mxnet import image\n",
    "\n",
    "net = vision.resnet50_v2(pretrained=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading synset.txt from http://data.mxnet.io.s3-website-us-west-1.amazonaws.com/models/imagenet/synset.txt...\n"
     ]
    }
   ],
   "source": [
    "url = 'http://data.mxnet.io.s3-website-us-west-1.amazonaws.com/models/imagenet/synset.txt'\n",
    "fname = download(url)\n",
    "with open(fname, 'r') as f:\n",
    "    text_labels = [' '.join(l.split()[1:]) for l in f]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading 365px-Golden_Retriever_medium-to-light-coat.jpg from https://gitee.com/whoring-brigade/stack-world-flutter/raw/master/assets/pics/365px-Golden_Retriever_medium-to-light-coat.jpg...\n"
     ]
    }
   ],
   "source": [
    "url = 'https://gitee.com/whoring-brigade/stack-world-flutter/raw/master/assets/pics/365px-Golden_Retriever_medium-to-light-coat.jpg'\n",
    "fname = download(url)\n",
    "x = image.imread(fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = image.resize_short(x, 256)\n",
    "x, _ = image.center_crop(x, (224, 224))\n",
    "plt.imshow(x.asnumpy())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def transformer(data):\n",
    "    data = data.transpose((2, 0, 1)).expand_dims(axis=0)\n",
    "    rgb_mean = nd.array([0.485, 0.456, 0.406]).reshape((1, 3, 1, 1))\n",
    "    rgb_std = nd.array([0.229, 0.224, 0.225]).reshape((1, 3, 1, 1))\n",
    "    return (data.astype('float32') / 255 - rgb_mean) / rgb_std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "With prob = 0.98323, it contains golden retriever\n",
      "With prob = 0.00729, it contains English setter\n",
      "With prob = 0.00297, it contains Irish setter, red setter\n",
      "With prob = 0.00224, it contains cocker spaniel, English cocker spaniel, cocker\n",
      "With prob = 0.00147, it contains Labrador retriever\n"
     ]
    }
   ],
   "source": [
    "prob = net(transformer(x)).softmax()\n",
    "idx = prob.topk(k=5)[0]\n",
    "for i in idx:\n",
    "    i = int(i.asscalar())\n",
    "    print('With prob = %.5f, it contains %s' % (prob[0, i].asscalar(), text_labels[i]))"
   ]
  }
 ],
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